A standard result from the \(k\) -means literature [1]} is the following bias-variance decomposition of the \(k\) -means cost function:
\(g(C_j, z) = \phi (C_j,\mu (C_j)) + |C_j| \cdot \Vert \mu (C_j) - z\Vert ^2.\) 
